SQLite storage patterns for Effect CLI using @effect/sql-sqlite-bun. Covers schema migrations, repositories, and transactional operations.
Stream creation, consumption, transformation. Stream.async, Stream.fromSchedule, Stream.runForEach. Progressive data patterns for Effect-TS streams.
Epistemic honesty protocol for code research. Forces uncertainty admission, cascading verification through authoritative sources (deepwiki, submodules, web), and approach…
ISA-95 equipment hierarchy for IIoT asset modeling. Enterprise → Site → Area → Line → Cell → Equipment → Sensor.
Atom.runtime, Atom.make, runtimeAtom.fn, operation atoms, Result handling. Atom-as-State doctrine for integrating Effect services with React.
TMNL codebase conventions for file organization, barrel exports, naming patterns, comments, and module structure. The meta-skill for consistency.
Enforce Effect.log over console.log in TMNL. Effect-native logging provides structured output, dynamic log levels, annotations, spans, and observability integration.
Feature Design Document (FDD) methodology for structured feature development. Three-phase approach: Statement of Intent → Feature Requirements → Feature Realization.
Using BDD to validate architectural hypotheses in TMNL. Covers H1/H2/H3 hypothesis patterns from testbeds, connecting specs to acceptance criteria, and damage reports for…
Effect.Service patterns for CLI infrastructure. Covers service definition, Layer composition, and dependency injection for CLI applications.
Orchestrates parallel specialized agents for major architectural decisions. Spawns perspective agents (Schema-Sage, Repo-Maven, Event-Oracle, etc.), collects findings to shared…
Managing issue dependencies, viewing blocked work, and navigating dependency graphs
Core patterns for Effect CLI - Command.make, Args, Options, subcommands, and program structure. Foundation skill for TMNL CLI framework.
IIoT Database interaction patterns. TimescaleDB + Apache AGE queries, helper functions, mock data generation.
Effect-TS specialized research via deepwiki and submodules. Query Effect-TS/effect, tim-smart/effect-atom for verified patterns.
Agent-guiding error messages and output formatting for Effect CLI. Covers Data.TaggedError patterns, recovery suggestions, and structured output.
Instructions on how to properly utilize Effect scopes for resource management, lifecycle concerns, etc.
Writing Given/When/Then specifications in Behavior-Driven Development. Covers feature files, scenario outlines, data tables, and mapping specs to implementations.
Beads daemon lifecycle management, log analysis, socket recovery, and background sync operations. Covers start/stop/status, troubleshooting, and integration with git workflow.
Manage CLI application configuration with Cobra and Viper. Use when implementing config files, environment variables, flags binding, or when user mentions Viper, configuration…
Implementing BDD specifications in TypeScript with Vitest and Effect. Covers step definitions, hooks, context sharing, and Effect-based test patterns.
Schema-driven Atom.family patterns for TMNL. Covers Fermion builder API, registry patterns, algebra interpreters, and React integration. (project)
Schema.TaggedStruct, Schema.TaggedClass, branded types, refinements, transformations. Pattern matching on _tag.
Autonomous phase-by-phase plan implementation with journaling. Decomposes phases into atomic tasks and verifies each via typecheck + spike + export resolution triad.
Effect-TS pattern reference for TMNL. Invoke when implementing services, schemas, atoms, or Effect-based architecture. Provides canonical file locations and pattern precedents.
Service-scoped data orchestration for TMNL. Invoke when implementing search, data streams, kernel systems, or Effect-based DAQ.
AG-Grid v34 integration patterns for TMNL. Invoke when implementing data grids, custom cell renderers, themes, or grid-based UI.
Emacs-inspired command and hotkey infrastructure for TMNL. Invoke when implementing keybindings, M-x command palette, which-key popups, scope-aware bindings, or Effect-native…
Creating Effect.Service<>() classes, Context.Tag patterns, Layer composition. Decision trees for when to use which pattern.
Drawer and floating panel system for TMNL. Invoke when implementing drawer stacks, floating panels, drag/resize behaviors, or parallax animations.
Creating, updating, and closing Beads issues with proper types, priorities, and metadata
Effect.Match for discriminated unions, Queue/PubSub for concurrency, Fiber lifecycle, and HashMap for registries. Covers patterns missing from effect-patterns skill.
Unified Namespace (UNS) architecture for IIoT. Topic hierarchy, NATS subjects, and data flow patterns.